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config.json

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+{
+  "architectures": [
+    "Qwen2VLForConditionalGeneration"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 151643,
+  "dtype": "bfloat16",
+  "eos_token_id": 151645,
+  "hidden_act": "silu",
+  "hidden_size": 1536,
+  "image_token_id": 151655,
+  "initializer_range": 0.02,
+  "intermediate_size": 8960,
+  "max_position_embeddings": 32768,
+  "max_window_layers": 28,
+  "model_type": "qwen2_vl",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 28,
+  "num_key_value_heads": 2,
+  "rms_norm_eps": 1e-06,
+  "rope_scaling": {
+    "mrope_section": [
+      16,
+      24,
+      24
+    ],
+    "rope_type": "default",
+    "type": "default"
+  },
+  "rope_theta": 1000000.0,
+  "sliding_window": 32768,
+  "text_config": {
+    "_name_or_path": "Qwen/Qwen2-VL-2B-Instruct",
+    "architectures": [
+      "Qwen2VLForConditionalGeneration"
+    ],
+    "attention_dropout": 0.0,
+    "bos_token_id": 151643,
+    "dtype": "bfloat16",
+    "eos_token_id": 151645,
+    "hidden_act": "silu",
+    "hidden_size": 1536,
+    "initializer_range": 0.02,
+    "intermediate_size": 8960,
+    "layer_types": [
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention"
+    ],
+    "max_position_embeddings": 32768,
+    "max_window_layers": 28,
+    "model_type": "qwen2_vl_text",
+    "num_attention_heads": 12,
+    "num_hidden_layers": 28,
+    "num_key_value_heads": 2,
+    "rms_norm_eps": 1e-06,
+    "rope_scaling": {
+      "mrope_section": [
+        16,
+        24,
+        24
+      ],
+      "rope_type": "default",
+      "type": "default"
+    },
+    "rope_theta": 1000000.0,
+    "sliding_window": null,
+    "tie_word_embeddings": true,
+    "use_cache": true,
+    "use_sliding_window": false,
+    "vision_token_id": 151654,
+    "vocab_size": 151657
+  },
+  "transformers_version": "4.57.1",
+  "use_cache": true,
+  "use_sliding_window": false,
+  "video_token_id": 151656,
+  "vision_config": {
+    "depth": 32,
+    "dtype": "bfloat16",
+    "embed_dim": 1280,
+    "hidden_act": "quick_gelu",
+    "hidden_size": 1536,
+    "in_channels": 3,
+    "in_chans": 3,
+    "initializer_range": 0.02,
+    "mlp_ratio": 4,
+    "model_type": "qwen2_vl",
+    "num_heads": 16,
+    "patch_size": 14,
+    "spatial_merge_size": 2,
+    "spatial_patch_size": 14,
+    "temporal_patch_size": 2
+  },
+  "vision_end_token_id": 151653,
+  "vision_start_token_id": 151652,
+  "vision_token_id": 151654,
+  "vocab_size": 151936
+}

generation_config.json

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+{
+  "bos_token_id": 151643,
+  "do_sample": true,
+  "eos_token_id": [
+    151645,
+    151643
+  ],
+  "pad_token_id": 151643,
+  "temperature": 0.01,
+  "top_k": 1,
+  "top_p": 0.001,
+  "transformers_version": "4.57.1"
+}

model.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:f5c531597218ebbe3e64617be61d8850a6a2d923997195318acffaeaa49364fc
+size 4417193760

trainer_config.json

@@ -0,0 +1,10 @@
+{
+    "model_id": "Qwen/Qwen2-VL-2B-Instruct",
+    "save_dir": "/workspace/mmu/checkpoints/qwen_vanilla_1e-4",
+    "forget_ratio": 5,
+    "batch_size": 4,
+    "lr": 0.0001,
+    "num_epochs": 1,
+    "gradient_accumulation": false,
+    "trainer": false
+}

zero_shots/forget05/evalconfig.json

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+{
+    "model_id": "Qwen/Qwen2-VL-2B-Instruct",
+    "cache_path": "/workspace/mmu/checkpoints/qwen_vanilla_1e-4",
+    "data_folder": "data/CLEAR",
+    "forget_cls_folder": "forget05_perturbed",
+    "forget_gen_folder": "forget05+tofu",
+    "retain_gen_folder": "retain95+tofu",
+    "retain_cls_folder": "retain_perturbed",
+    "realface_folder": "real_faces",
+    "realworld_folder": "real_world",
+    "output_folder": "/workspace/mmu/checkpoints/qwen_vanilla_1e-4/zero_shots/forget05_1",
+    "eval_list": "forget retain realface realworld",
+    "shot_num": "zero_shots"
+}

zero_shots/forget05/final_evaluation_results.json

@@ -0,0 +1,27 @@
+{
+    "Forget Set Results 1": {
+        "classification": {
+            "VQA Accuracy": 0.48936170212765956
+        }
+    },
+    "Forget Set Results 2": {
+        "classification": {
+            "VQA Accuracy": 0.5319148936170213
+        }
+    },
+    "Retain Set Results": {
+        "classification": {
+            "VQA Accuracy": 0.4278481012658228
+        }
+    },
+    "Real Face Results": {
+        "classification": {
+            "VQA Accuracy": 0.9337748344370861
+        }
+    },
+    "Real World Results": {
+        "classification": {
+            "VQA Accuracy": 0.49591280653950953
+        }
+    }
+}

zero_shots/forget05_retainF/evalconfig.json

@@ -0,0 +1,14 @@
+{
+    "model_id": "Qwen/Qwen2-VL-2B-Instruct",
+    "cache_path": "/workspace/mmu/checkpoints/qwen_vanilla_1e-4",
+    "data_folder": "data/CLEAR",
+    "forget_cls_folder": "forget05_perturbed",
+    "forget_gen_folder": "forget05+tofu",
+    "retain_gen_folder": "retain95+tofu",
+    "retain_cls_folder": "retain_perturbed",
+    "realface_folder": "real_faces",
+    "realworld_folder": "real_world",
+    "output_folder": "/workspace/mmu/checkpoints/qwen_vanilla_1e-4/zero_shots/forget05_retainF",
+    "eval_list": "forget retain realface realworld",
+    "shot_num": "zero_shots"
+}

zero_shots/forget05_retainF/final_evaluation_results.json

@@ -0,0 +1,27 @@
+{
+    "Forget Set Results 1": {
+        "classification": {
+            "VQA Accuracy": 0.4148936170212766
+        }
+    },
+    "Forget Set Results 2": {
+        "classification": {
+            "VQA Accuracy": 0.43617021276595747
+        }
+    },
+    "Retain Set Results": {
+        "classification": {
+            "VQA Accuracy": 0.4278481012658228
+        }
+    },
+    "Real Face Results": {
+        "classification": {
+            "VQA Accuracy": 0.9337748344370861
+        }
+    },
+    "Real World Results": {
+        "classification": {
+            "VQA Accuracy": 0.49591280653950953
+        }
+    }
+}

zero_shots/forget05_woFalse/evalconfig.json

@@ -0,0 +1,14 @@
+{
+    "model_id": "Qwen/Qwen2-VL-2B-Instruct",
+    "cache_path": "/workspace/mmu/checkpoints/qwen_vanilla_1e-4",
+    "data_folder": "data/CLEAR",
+    "forget_cls_folder": "forget05_perturbed",
+    "forget_gen_folder": "forget05+tofu",
+    "retain_gen_folder": "retain95+tofu",
+    "retain_cls_folder": "retain_perturbed",
+    "realface_folder": "real_faces",
+    "realworld_folder": "real_world",
+    "output_folder": "/workspace/mmu/checkpoints/qwen_vanilla_1e-4/zero_shots/forget05_woFalse",
+    "eval_list": "forget retain realface realworld",
+    "shot_num": "zero_shots"
+}

zero_shots/forget05_woFalse/final_evaluation_results.json

@@ -0,0 +1,27 @@
+{
+    "Forget Set Results 1": {
+        "classification": {
+            "VQA Accuracy": 0.4148936170212766
+        }
+    },
+    "Forget Set Results 2": {
+        "classification": {
+            "VQA Accuracy": 0.43617021276595747
+        }
+    },
+    "Retain Set Results": {
+        "classification": {
+            "VQA Accuracy": 0.5088607594936709
+        }
+    },
+    "Real Face Results": {
+        "classification": {
+            "VQA Accuracy": 0.9337748344370861
+        }
+    },
+    "Real World Results": {
+        "classification": {
+            "VQA Accuracy": 0.49591280653950953
+        }
+    }
+}

zero_shots/forget10/evalconfig.json

@@ -0,0 +1,14 @@
+{
+    "model_id": "Qwen/Qwen2-VL-2B-Instruct",
+    "cache_path": "/workspace/mmu/checkpoints/qwen_vanilla_1e-4",
+    "data_folder": "data/CLEAR",
+    "forget_cls_folder": "forget10_perturbed",
+    "forget_gen_folder": "forget10+tofu",
+    "retain_gen_folder": "retain90+tofu",
+    "retain_cls_folder": "retain_perturbed",
+    "realface_folder": "real_faces",
+    "realworld_folder": "real_world",
+    "output_folder": "/workspace/mmu/checkpoints/qwen_vanilla_1e-4/zero_shots/forget10",
+    "eval_list": "forget retain realface realworld",
+    "shot_num": "zero_shots"
+}

zero_shots/forget10/final_evaluation_results.json

@@ -0,0 +1,27 @@
+{
+    "Forget Set Results 1": {
+        "classification": {
+            "VQA Accuracy": 0.4444444444444444
+        }
+    },
+    "Forget Set Results 2": {
+        "classification": {
+            "VQA Accuracy": 0.4603174603174603
+        }
+    },
+    "Retain Set Results": {
+        "classification": {
+            "VQA Accuracy": 0.4177215189873418
+        }
+    },
+    "Real Face Results": {
+        "classification": {
+            "VQA Accuracy": 0.9205298013245033
+        }
+    },
+    "Real World Results": {
+        "classification": {
+            "VQA Accuracy": 0.49318801089918257
+        }
+    }
+}

zero_shots/forget10_retainF/evalconfig.json

@@ -0,0 +1,14 @@
+{
+    "model_id": "Qwen/Qwen2-VL-2B-Instruct",
+    "cache_path": "/workspace/mmu/checkpoints/qwen_vanilla_1e-4",
+    "data_folder": "data/CLEAR",
+    "forget_cls_folder": "forget10_perturbed",
+    "forget_gen_folder": "forget10+tofu",
+    "retain_gen_folder": "retain90+tofu",
+    "retain_cls_folder": "retain_perturbed",
+    "realface_folder": "real_faces",
+    "realworld_folder": "real_world",
+    "output_folder": "/workspace/mmu/checkpoints/qwen_vanilla_1e-4/zero_shots/forget10_retainF",
+    "eval_list": "forget retain realface realworld",
+    "shot_num": "zero_shots"
+}

zero_shots/forget10_retainF/final_evaluation_results.json

@@ -0,0 +1,27 @@
+{
+    "Forget Set Results 1": {
+        "classification": {
+            "VQA Accuracy": 0.41798941798941797
+        }
+    },
+    "Forget Set Results 2": {
+        "classification": {
+            "VQA Accuracy": 0.3492063492063492
+        }
+    },
+    "Retain Set Results": {
+        "classification": {
+            "VQA Accuracy": 0.4177215189873418
+        }
+    },
+    "Real Face Results": {
+        "classification": {
+            "VQA Accuracy": 0.9205298013245033
+        }
+    },
+    "Real World Results": {
+        "classification": {
+            "VQA Accuracy": 0.49318801089918257
+        }
+    }
+}

zero_shots/forget10_woFalse/evalconfig.json

@@ -0,0 +1,14 @@
+{
+    "model_id": "Qwen/Qwen2-VL-2B-Instruct",
+    "cache_path": "/workspace/mmu/checkpoints/qwen_vanilla_1e-4",
+    "data_folder": "data/CLEAR",
+    "forget_cls_folder": "forget10_perturbed",
+    "forget_gen_folder": "forget10+tofu",
+    "retain_gen_folder": "retain90+tofu",
+    "retain_cls_folder": "retain_perturbed",
+    "realface_folder": "real_faces",
+    "realworld_folder": "real_world",
+    "output_folder": "/workspace/mmu/checkpoints/qwen_vanilla_1e-4/zero_shots/forget10_woFalse",
+    "eval_list": "forget retain realface realworld",
+    "shot_num": "zero_shots"
+}

zero_shots/forget10_woFalse/final_evaluation_results.json

@@ -0,0 +1,27 @@
+{
+    "Forget Set Results 1": {
+        "classification": {
+            "VQA Accuracy": 0.41798941798941797
+        }
+    },
+    "Forget Set Results 2": {
+        "classification": {
+            "VQA Accuracy": 0.3492063492063492
+        }
+    },
+    "Retain Set Results": {
+        "classification": {
+            "VQA Accuracy": 0.5088607594936709
+        }
+    },
+    "Real Face Results": {
+        "classification": {
+            "VQA Accuracy": 0.9205298013245033
+        }
+    },
+    "Real World Results": {
+        "classification": {
+            "VQA Accuracy": 0.49318801089918257
+        }
+    }
+}